SWIRL 5 Activity Analytics: Measure AI Answer Quality with AI Insight Yield

"Is the AI actually helping?" should be a dashboard, not a vibe. SWIRL's Activity Analytics tracks searches, assistant messages, and errors over time, and its AI Insight Yield section turns user feedback into an operating metric: every RAG summary and assistant answer can be rated thumbs up or down, with a reason. Yield is the aggregate: percent positive, split by RAG and chat, trended daily. Thumbs-down come with reasons and link back to the exact answer, so your team can fix the source, the prompt, or the provider. In this demo, feedback from the morning's sessions lands live and moves overall yield from 20% to 43%. 0:00 The dashboard: searches, unique searchers, errors, AI yield 0:15 AI Insight Yield: ratings aggregated, trended, split by RAG and chat 0:28 Thumbs-down reasons, linked to the exact answer Try SWIRL: https://swirlaiconnect.com Docs: https://docs.swirlaiconnect.com Try the SWIRL skill in Claude Cowork: claude plugin marketplace add swirlai/swirl-claude-plugin #AI #Analytics #EnterpriseSearch #LLMOps